Evaluation of Large Language Models in Tailoring Educational Content for Cancer Survivors and Their Caregivers: Quality Analysis.

Journal: JMIR cancer
PMID: 40192716

Abstract

BACKGROUND: Cancer survivors and their caregivers, particularly those from disadvantaged backgrounds with limited health literacy or racial and ethnic minorities facing language barriers, are at a disproportionately higher risk of experiencing symptom burdens from cancer and its treatments. Large language models (LLMs) offer a promising avenue for generating concise, linguistically appropriate, and accessible educational materials tailored to these populations. However, there is limited research evaluating how effectively LLMs perform in creating targeted content for individuals with diverse literacy and language needs.

Authors

  • Darren Liu
    Nell Hodgson Woodruff School of Nursing, Emory University, 1520 Clifton Rd NE, Atlanta, GA, 30322, United States, 1 4042514072.
  • Xiao Hu
    Nell Hodgson Woodruff School of Nursing, Emory University, Atlanta, United States.
  • Canhua Xiao
    Nell Hodgson Woodruff School of Nursing, Emory University, 1520 Clifton Rd NE, Atlanta, GA, 30322, United States, 1 4042514072.
  • Jinbing Bai
    Nell Hodgson Woodruff School of Nursing, Emory University, 1520 Clifton Rd NE, Atlanta, GA, 30322, United States, 1 4042514072.
  • Zahra A Barandouzi
    Nell Hodgson Woodruff School of Nursing, Emory University, 1520 Clifton Rd NE, Atlanta, GA, 30322, United States, 1 4042514072.
  • Stephanie Lee
    Nell Hodgson Woodruff School of Nursing, Emory University, 1520 Clifton Rd NE, Atlanta, GA, 30322, United States, 1 4042514072.
  • Caitlin Webster
    Nell Hodgson Woodruff School of Nursing, Emory University, 1520 Clifton Rd NE, Atlanta, GA, 30322, United States, 1 4042514072.
  • La-Urshalar Brock
    Nell Hodgson Woodruff School of Nursing, Emory University, 1520 Clifton Rd NE, Atlanta, GA, 30322, United States, 1 4042514072.
  • Lindsay Lee
    Department of Medicine, University of Florida, Gainesville, FL, United States.
  • Delgersuren Bold
    Center for Data Science, Nell Hodgson Woodruff School of Nursing, Emory University, Atlanta, GE.
  • Yufen Lin
    Nell Hodgson Woodruff School of Nursing, Winship Cancer Institute, Emory University, Atlanta, US.

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